{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:25:03.693669Z",
     "end_time": "2023-05-14T15:25:03.701670Z"
    }
   },
   "outputs": [],
   "source": [
    "import pywt\n",
    "import numpy as np\n",
    "waveletname = 'morl'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from /mnt/c/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CN223100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
     ]
    }
   ],
   "source": [
    "from MyEDFImports import import_ecg, get_edf_filenames\n",
    "names = get_edf_filenames()\n",
    "tmin, tmax = 100,120\n",
    "raw = import_ecg(names[0], tmin, tmax)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:40:59.026110Z",
     "end_time": "2023-05-14T15:40:59.145832Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 10001)"
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw['ECG'][0].shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:41:02.640459Z",
     "end_time": "2023-05-14T15:41:02.650456Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "(10001,)"
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw['ECG'][1].shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:41:04.174700Z",
     "end_time": "2023-05-14T15:41:04.185702Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [],
   "source": [
    "signal = [a[0] for a in raw['ECG'][0].T]\n",
    "scales = range(1, 128)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:41:06.320208Z",
     "end_time": "2023-05-14T15:41:06.330210Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [],
   "source": [
    "coef, freq = pywt.cwt(signal, scales, 'gaus1')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:41:08.167694Z",
     "end_time": "2023-05-14T15:41:08.349358Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7fe041c76b50>"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pylab as plt\n",
    "plt.imshow(coef, extent=[-1, 1, 1, 128], cmap='PRGn', aspect='auto',\n",
    "           vmax=abs(coef).max(), vmin=-abs(coef).max())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:41:09.631691Z",
     "end_time": "2023-05-14T15:41:10.117158Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pywt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "t = np.linspace(-1, 1, 200, endpoint=False)\n",
    "sig  = np.cos(2 * np.pi * 7 * t) + np.real(np.exp(-7*(t-0.4)**2)*np.exp(1j*2*np.pi*2*(t-0.4)))\n",
    "widths = np.arange(1, 31)\n",
    "cwtmatr, freqs = pywt.cwt(sig, widths, 'mexh')\n",
    "plt.imshow(cwtmatr, extent=[-1, 1, 1, 31], cmap='PRGn', aspect='auto',\n",
    "           vmax=abs(cwtmatr).max(), vmin=-abs(cwtmatr).max())\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-05-14T15:25:04.208898Z",
     "end_time": "2023-05-14T15:25:04.370197Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "(30, 200)"
     },
     "execution_count": 31,
     "metadata": {},
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    {
     "data": {
      "text/plain": "  C_CONTIGUOUS : True\n  F_CONTIGUOUS : True\n  OWNDATA : False\n  WRITEABLE : True\n  ALIGNED : True\n  WRITEBACKIFCOPY : False"
     },
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